Professor David Grayden

Research Interests

  • Bionic Ear (Speech processing, bionics, neuroengineering)
  • Bionic Eye (Vision processing, bionics, neuroengineering)
  • Brain-Machine Interfaces (Brain-computer interfaces, bionics, neuroengineering)
  • Computational Neuroscience (Neural modelling, neural learning, neural dynamics, neuroengineering)
  • Epilepsy (Prediction of seizures, seizure control, neuroengineering)

Personal webpage


Professor David Grayden is in the Department of Electrical and Electronic Engineering at The University of Melbourne and is Leader of the Bionics Laboratory in the Centre for Neural Engineering.

Prof Grayden's main research interests are in understanding how the brain processes information, how best to present information to the brain using medical bionics, such as the bionic ear and bionic eye, and how to record information from the brain, such as for brain-machine interfaces. He is also conducting research in epileptic seizure prediction and electrical stimulation to prevent or stop epileptic seizures. He has research linkages in Australia with Cochlear Limited, the Bionics Institute, St Vincent's Hospital Melbourne, Royal Melbourne Hospital, NICTA, University of South Australia, Florey Institute for Neuroscience and Mental Health.  He also has international research linkages with TU Illmenau (Illmenau University of Technology) and McMaster University.  He supervises a number of postdoctoral researchers and PhD and Research Masters students.

Prof Grayden teaches in the Bioengineering and Biomedical Engineering programs.  He teaches in the subjects: BioDesign Innovation, Neural Information Processing, Biosystems Design, and Biomedical Engineering Design Project.  He also contributes to the Neuroscience Research Training course modules.

Research interests:
Computational Neuroscience
Audition, Speech and Bionic Ear Design
Vision and Bionic Eye Design
Brain-Machine Interfaces

Recent Publications

  1. Cook M, Cook MJ, Karoly PJ, Freestone DR, Himes D, Leyde K, Berkovic S, O'Brien T, Grayden D, Grayden DB, Boston R. Human focal seizures are characterized by populations of fixed duration and interval. Epileps. Blackwell Science. 2016.
  2. Nurse E, Karoly P, Grayden D, Freestone D. A Generalizable Brain-Computer Interface (BCI) Using Machine Learning for Feature Discovery. PLOS ON. Public Library of Science. 2015, Vol. 10, Issue 6.
  3. Spencer M, Nayagam D, Clarey JC, Paolini A, Meffin H, Burkitt A, Grayden D. Broadband Onset Inhibition Can Suppress Spectral Splatter in the Auditory Brainstem. PLOS ON. Public Library of Science. 2015, Vol. 10, Issue 5.
  4. Aram P, Freestone D, Cook M, Kadirkamanathan V, Grayden D. Model-based estimation of intra-cortical connectivity using electrophysiological data. NEUROIM. Academic Press. 2015, Vol. 118.
  5. Gao X, Grayden D, McDonnell MD. Modeling electrode place discrimination in cochlear implants: Analysis of the influence of electrode array insertion depth. Interna. 2015, Vol. 2015-July.
  6. Nurse E, Freestone D, Oxley T, Ackland D, Vogrin S, Murphy M, O'Brien T, Cook M, Grayden D. Movement related directional tuning from broadband electrocorticography in humans. Interna. 2015, Vol. 2015-July.
  7. Hersbach A, Grayden D, Fallon J, McDermott H. Perceptual effect of reverberation on multi-microphone noise reduction for cochlear implants. ICASSP,. 2015, Vol. 2015-August.
  8. Kuhlmann L, Grayden D, Wendling F, Schiff SJ. Role of multiple-scale modeling of epilepsy in seizure forecasting. Journal. Lippincott Williams & Wilkins. 2015, Vol. 32, Issue 3.
  9. Kameneva T, Abramian M, Zarelli D, Nesic D, Burkitt A, Meffin H, Grayden D. Spike history neural response model. JOURNAL. Kluwer Academic Publishers. 2015, Vol. 38, Issue 3.
  10. Maturana M, Apollo NV, Garrett D, Kameneva T, Meffin H, Ibbotson M, Cloherty S, Grayden D. The effects of temperature changes on retinal ganglion cell responses to electrical stimulation. Proceed. 2015, Vol. 2015-November.
  11. Kameneva T, Zarelli D, Nesic D, Grayden D, Burkitt A, Meffin H. A comparison of open-loop and closed-loop stimulation strategies to control excitation of retinal ganglion cells. Biomedi. Elsevier Science. 2014, Vol. 14.
  12. Erfanian Saeedi N, Blamey P, Burkitt A, Grayden D. Application of a pitch perception model to investigate the effect of stimulation field spread on the pitch ranking abilities of cochlear implant recipients. Hearing. Elsevier Science. 2014, Vol. 316.
  13. Kuhlmann L, Hauser-Raspe M, Manton J, Grayden D, Tapson J, Van Schaik A. Approximate, Computationally Efficient Online Learning in Bayesian Spiking Neurons. Neural. MIT Press. 2014, Vol. 26, Issue 3.
  14. Kerr R, Grayden D, Thomas D, Gilson M, Burkitt A. Coexistence of Reward and Unsupervised Learning During the Operant Conditioning of Neural Firing Rates. PLoS On. Public Library of Science. 2014, Vol. 9, Issue 1.
  15. Wong RCS, Garrett D, Grayden D, Ibbotson M, Cloherty S. Efficacy of Electrical Stimulation of Retinal Ganglion Cells with Temporal Patterns Resembling Light-Evoked Spike Trains. 2014 36. IEEE. 2014.

David Grayden

Level: 02 Room: 229
Electrical and Electronic Engineering, Parkville
University of Melbourne
3010 Australia

T: +61 3 90353796
F: +61 3 83447422

View a full list of publications on the University of Melbourne’s ‘Find An Expert’ profile